Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 52560 |
| Missing cells | 932 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with Rear bearing temperature (°C) and 6 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 4 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Power (kW) and 4 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
# Date and time has unique values | Unique |
blade_angle has 26317 (50.1%) zeros | Zeros |
Rotor speed (RPM) has 1111 (2.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 11:55:39.910902 |
|---|---|
| Analysis finished | 2023-07-08 11:55:57.804920 |
| Duration | 17.89 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 52560 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 410.8 KiB |
| Minimum | 2019-01-01 00:00:00 |
|---|---|
| Maximum | 2019-12-31 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 52385 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 71 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 674.12364 |
| Minimum | -15.816108 |
|---|---|
| Maximum | 2076.3194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4456 |
| Negative (%) | 8.5% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -15.816108 |
|---|---|
| 5-th percentile | -1.1053409 |
| Q1 | 158.32399 |
| median | 471.31021 |
| Q3 | 1051.5157 |
| 95-th percentile | 2001.3458 |
| Maximum | 2076.3194 |
| Range | 2092.1355 |
| Interquartile range (IQR) | 893.19168 |
Descriptive statistics
| Standard deviation | 625.12329 |
|---|---|
| Coefficient of variation (CV) | 0.92731252 |
| Kurtosis | -0.43050787 |
| Mean | 674.12364 |
| Median Absolute Deviation (MAD) | 378.65029 |
| Skewness | 0.86572497 |
| Sum | 35384076 |
| Variance | 390779.13 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.9314910233 | 3 | < 0.1% |
| -1.024853528 | 3 | < 0.1% |
| -1.042459026 | 3 | < 0.1% |
| -2.130799055 | 3 | < 0.1% |
| -1.540214527 | 2 | < 0.1% |
| -1.055263022 | 2 | < 0.1% |
| -0.925089021 | 2 | < 0.1% |
| -0.5158945158 | 2 | < 0.1% |
| 2034.995068 | 2 | < 0.1% |
| -0.6012545124 | 2 | < 0.1% |
| Other values (52375) | 52465 | |
| (Missing) | 71 | 0.1% |
| Value | Count | Frequency (%) |
| -15.81610751 | 1 | |
| -15.30395741 | 1 | |
| -15.05295859 | 1 | |
| -13.85164614 | 1 | |
| -13.71490617 | 1 | |
| -13.6329247 | 1 | |
| -13.61896758 | 1 | |
| -13.60926056 | 1 | |
| -13.60628651 | 1 | |
| -13.53855395 | 1 |
| Value | Count | Frequency (%) |
| 2076.319403 | 1 | |
| 2075.483887 | 1 | |
| 2074.425403 | 1 | |
| 2073.468756 | 1 | |
| 2073.172607 | 1 | |
| 2073.075525 | 1 | |
| 2072.071417 | 1 | |
| 2071.897467 | 1 | |
| 2071.52774 | 1 | |
| 2071.329822 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 52487 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 203.61887 |
| Minimum | 0.0072405917 |
|---|---|
| Maximum | 359.98983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.0072405917 |
|---|---|
| 5-th percentile | 32.067181 |
| Q1 | 150.8461 |
| median | 219.33637 |
| Q3 | 267.38539 |
| 95-th percentile | 330.14481 |
| Maximum | 359.98983 |
| Range | 359.98259 |
| Interquartile range (IQR) | 116.53929 |
Descriptive statistics
| Standard deviation | 89.145032 |
|---|---|
| Coefficient of variation (CV) | 0.43780339 |
| Kurtosis | -0.53275356 |
| Mean | 203.61887 |
| Median Absolute Deviation (MAD) | 56.591531 |
| Skewness | -0.53690865 |
| Sum | 10687547 |
| Variance | 7946.8366 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 277.2627869 | 2 | < 0.1% |
| 277.1826694 | 1 | < 0.1% |
| 270.5378509 | 1 | < 0.1% |
| 266.473391 | 1 | < 0.1% |
| 265.8480923 | 1 | < 0.1% |
| 268.1874589 | 1 | < 0.1% |
| 273.3554712 | 1 | < 0.1% |
| 270.9961185 | 1 | < 0.1% |
| 277.172732 | 1 | < 0.1% |
| 275.4750913 | 1 | < 0.1% |
| Other values (52477) | 52477 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 0.007240591718 | 1 | |
| 0.02455494917 | 1 | |
| 0.03210036848 | 1 | |
| 0.04590088129 | 1 | |
| 0.05243898567 | 1 | |
| 0.06967542867 | 1 | |
| 0.08268782613 | 1 | |
| 0.1143776964 | 1 | |
| 0.1395000834 | 1 | |
| 0.1471973775 | 1 |
| Value | Count | Frequency (%) |
| 359.9898306 | 1 | |
| 359.9894311 | 1 | |
| 359.9610264 | 1 | |
| 359.9074395 | 1 | |
| 359.9064448 | 1 | |
| 359.8915148 | 1 | |
| 359.8671657 | 1 | |
| 359.866624 | 1 | |
| 359.8444626 | 1 | |
| 359.84084 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 14455 |
|---|---|
| Distinct (%) | 27.5% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 204.78981 |
| Minimum | 0.062640295 |
|---|---|
| Maximum | 359.98847 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.062640295 |
|---|---|
| 5-th percentile | 33.168494 |
| Q1 | 154.99733 |
| median | 219.75381 |
| Q3 | 269.33461 |
| 95-th percentile | 332.75181 |
| Maximum | 359.98847 |
| Range | 359.92583 |
| Interquartile range (IQR) | 114.33728 |
Descriptive statistics
| Standard deviation | 89.47915 |
|---|---|
| Coefficient of variation (CV) | 0.43693166 |
| Kurtosis | -0.52292708 |
| Mean | 204.78981 |
| Median Absolute Deviation (MAD) | 56.561999 |
| Skewness | -0.53844997 |
| Sum | 10749007 |
| Variance | 8006.5184 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 206.5835266 | 144 | 0.3% |
| 47.4370575 | 122 | 0.2% |
| 163.7785645 | 101 | 0.2% |
| 43.04681396 | 99 | 0.2% |
| 207.6810913 | 95 | 0.2% |
| 112.1926041 | 94 | 0.2% |
| 237.3153381 | 92 | 0.2% |
| 217.5586548 | 90 | 0.2% |
| 84.75294495 | 85 | 0.2% |
| 298.7790222 | 85 | 0.2% |
| Other values (14445) | 51481 |
| Value | Count | Frequency (%) |
| 0.06264029456 | 1 | < 0.1% |
| 0.1288120499 | 1 | < 0.1% |
| 0.2414538711 | 6 | < 0.1% |
| 0.2414805889 | 19 | < 0.1% |
| 0.2414855957 | 1 | < 0.1% |
| 0.2415168136 | 1 | < 0.1% |
| 0.241546616 | 11 | < 0.1% |
| 0.2419116646 | 1 | < 0.1% |
| 0.2419128269 | 18 | < 0.1% |
| 0.242034927 | 48 |
| Value | Count | Frequency (%) |
| 359.9884677 | 1 | |
| 359.9582626 | 1 | |
| 359.8437973 | 1 | |
| 359.7452144 | 1 | |
| 359.6898057 | 1 | |
| 359.6791834 | 1 | |
| 359.6781921 | 1 | |
| 359.6734114 | 1 | |
| 359.6481489 | 1 | |
| 359.6218424 | 1 |
blade_angle
Real number (ℝ)
| Distinct | 17794 |
|---|---|
| Distinct (%) | 33.9% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8897756 |
| Minimum | 0 |
|---|---|
| Maximum | 92.489998 |
| Zeros | 26317 |
| Zeros (%) | 50.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.89733536 |
| 95-th percentile | 44.990002 |
| Maximum | 92.489998 |
| Range | 92.489998 |
| Interquartile range (IQR) | 0.89733536 |
Descriptive statistics
| Standard deviation | 14.078401 |
|---|---|
| Coefficient of variation (CV) | 2.8791508 |
| Kurtosis | 14.199439 |
| Mean | 4.8897756 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6235445 |
| Sum | 256654.54 |
| Variance | 198.20138 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26317 | |
| 44.99000168 | 3008 | 5.7% |
| 0.02449974513 | 610 | 1.2% |
| 1.49000001 | 391 | 0.7% |
| 89.98999786 | 312 | 0.6% |
| 0.0489995709 | 258 | 0.5% |
| 0.07349946834 | 161 | 0.3% |
| 0.4900000095 | 111 | 0.2% |
| 0.0979994285 | 104 | 0.2% |
| 0.9900000095 | 82 | 0.2% |
| Other values (17784) | 21134 |
| Value | Count | Frequency (%) |
| 0 | 26317 | |
| 0.0001666666552 | 4 | < 0.1% |
| 0.0001666666622 | 27 | 0.1% |
| 0.0001754385918 | 2 | < 0.1% |
| 0.0003333333104 | 3 | < 0.1% |
| 0.0003333333201 | 7 | < 0.1% |
| 0.0003333333244 | 27 | 0.1% |
| 0.000342105254 | 2 | < 0.1% |
| 0.0003508771836 | 7 | < 0.1% |
| 0.0003703703605 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.48999786 | 46 | |
| 92.47216492 | 1 | < 0.1% |
| 92.35845431 | 1 | < 0.1% |
| 92.20315841 | 1 | < 0.1% |
| 92.15666453 | 5 | < 0.1% |
| 92.15333303 | 4 | < 0.1% |
| 92.14683329 | 1 | < 0.1% |
| 92.14333344 | 9 | < 0.1% |
| 92.14333344 | 19 | |
| 92.13999939 | 3 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
| Distinct | 35931 |
|---|---|
| Distinct (%) | 68.5% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.99655 |
| Minimum | 13.2275 |
|---|---|
| Maximum | 76.6525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 13.2275 |
|---|---|
| 5-th percentile | 46.386126 |
| Q1 | 64.975987 |
| median | 68.912499 |
| Q3 | 70.819999 |
| 95-th percentile | 72.847367 |
| Maximum | 76.6525 |
| Range | 63.425 |
| Interquartile range (IQR) | 5.8440123 |
Descriptive statistics
| Standard deviation | 8.3977987 |
|---|---|
| Coefficient of variation (CV) | 0.12724603 |
| Kurtosis | 6.6433209 |
| Mean | 65.99655 |
| Median Absolute Deviation (MAD) | 2.4450005 |
| Skewness | -2.42662 |
| Sum | 3464026.9 |
| Variance | 70.523023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.60000038 | 14 | < 0.1% |
| 70.03250008 | 11 | < 0.1% |
| 69.55999947 | 10 | < 0.1% |
| 69.98750038 | 10 | < 0.1% |
| 69.50250015 | 10 | < 0.1% |
| 69.97750053 | 10 | < 0.1% |
| 70.94749985 | 9 | < 0.1% |
| 70.50250015 | 9 | < 0.1% |
| 71.60250015 | 9 | < 0.1% |
| 70.125 | 9 | < 0.1% |
| Other values (35921) | 52387 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 13.22749996 | 1 | |
| 13.33500004 | 1 | |
| 13.40499973 | 1 | |
| 13.50749969 | 1 | |
| 13.55000019 | 1 | |
| 13.6050005 | 1 | |
| 13.63000011 | 1 | |
| 13.65999985 | 1 | |
| 13.67000008 | 1 | |
| 13.71500015 | 1 |
| Value | Count | Frequency (%) |
| 76.65250015 | 1 | |
| 76.53000031 | 1 | |
| 76.375 | 1 | |
| 76.225 | 1 | |
| 75.99473813 | 1 | |
| 75.9666659 | 1 | |
| 75.86500015 | 1 | |
| 75.85500031 | 1 | |
| 75.85250015 | 1 | |
| 75.85249977 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 51311 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.862165 |
| Minimum | 0 |
|---|---|
| Maximum | 15.321017 |
| Zeros | 1111 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.67804151 |
| Q1 | 8.542439 |
| median | 11.346362 |
| Q3 | 14.324177 |
| 95-th percentile | 15.158696 |
| Maximum | 15.321017 |
| Range | 15.321017 |
| Interquartile range (IQR) | 5.781738 |
Descriptive statistics
| Standard deviation | 3.9502334 |
|---|---|
| Coefficient of variation (CV) | 0.36366908 |
| Kurtosis | 1.0546658 |
| Mean | 10.862165 |
| Median Absolute Deviation (MAD) | 2.8856476 |
| Skewness | -1.1391208 |
| Sum | 570133.3 |
| Variance | 15.604344 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1111 | 2.1% |
| 0.0110000018 | 10 | < 0.1% |
| 0.01150000188 | 6 | < 0.1% |
| 0.01050000242 | 3 | < 0.1% |
| 0.02200000361 | 3 | < 0.1% |
| 0.02550000418 | 3 | < 0.1% |
| 0.02300000377 | 3 | < 0.1% |
| 0.01200000197 | 3 | < 0.1% |
| 8.137481689 | 2 | < 0.1% |
| 8.142611101 | 2 | < 0.1% |
| Other values (51301) | 51342 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1111 | |
| 0.002955500269 | 1 | < 0.1% |
| 0.003813000396 | 1 | < 0.1% |
| 0.005106316806 | 1 | < 0.1% |
| 0.007560002385 | 1 | < 0.1% |
| 0.01050000242 | 3 | < 0.1% |
| 0.01050000265 | 2 | < 0.1% |
| 0.0110000018 | 10 | < 0.1% |
| 0.01125200186 | 1 | < 0.1% |
| 0.01150000188 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.32101692 | 1 | |
| 15.30761182 | 1 | |
| 15.30572395 | 1 | |
| 15.30473049 | 1 | |
| 15.30412352 | 1 | |
| 15.30386813 | 1 | |
| 15.30333805 | 1 | |
| 15.30232416 | 1 | |
| 15.29826701 | 1 | |
| 15.28918791 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 52453 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1289.3804 |
| Minimum | -145.25874 |
|---|---|
| Maximum | 1818.1705 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -145.25874 |
|---|---|
| 5-th percentile | 82.156667 |
| Q1 | 1015.6784 |
| median | 1347.1025 |
| Q3 | 1698.2031 |
| 95-th percentile | 1797.4821 |
| Maximum | 1818.1705 |
| Range | 1963.4293 |
| Interquartile range (IQR) | 682.52463 |
Descriptive statistics
| Standard deviation | 467.47911 |
|---|---|
| Coefficient of variation (CV) | 0.36256104 |
| Kurtosis | 1.0725356 |
| Mean | 1289.3804 |
| Median Absolute Deviation (MAD) | 340.68385 |
| Skewness | -1.1457893 |
| Sum | 67677001 |
| Variance | 218536.72 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1723.143888 | 2 | < 0.1% |
| 968.2321644 | 2 | < 0.1% |
| 968.507019 | 2 | < 0.1% |
| 969.1641026 | 2 | < 0.1% |
| 968.337759 | 2 | < 0.1% |
| 969.356163 | 2 | < 0.1% |
| 968.5162354 | 2 | < 0.1% |
| 968.6882915 | 2 | < 0.1% |
| 968.9338818 | 2 | < 0.1% |
| 967.636631 | 2 | < 0.1% |
| Other values (52443) | 52468 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| -145.2587381 | 1 | |
| -62.29066551 | 1 | |
| 0.9917865358 | 1 | |
| 1.023379591 | 1 | |
| 1.041689957 | 1 | |
| 1.072646328 | 1 | |
| 1.086499862 | 1 | |
| 1.110869776 | 1 | |
| 1.123076677 | 1 | |
| 1.124196371 | 1 |
| Value | Count | Frequency (%) |
| 1818.170546 | 1 | |
| 1817.766792 | 1 | |
| 1815.020994 | 1 | |
| 1814.897461 | 1 | |
| 1814.094292 | 1 | |
| 1813.883709 | 1 | |
| 1813.078514 | 1 | |
| 1811.976654 | 1 | |
| 1811.869109 | 1 | |
| 1811.751245 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 32353 |
|---|---|
| Distinct (%) | 61.6% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.432084 |
| Minimum | -0.41249999 |
|---|---|
| Maximum | 36.259999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 52 |
| Negative (%) | 0.1% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -0.41249999 |
|---|---|
| 5-th percentile | 3.3000001 |
| Q1 | 7.1049999 |
| median | 10.7075 |
| Q3 | 15.36 |
| 95-th percentile | 21.26325 |
| Maximum | 36.259999 |
| Range | 36.672499 |
| Interquartile range (IQR) | 8.255 |
Descriptive statistics
| Standard deviation | 5.6593388 |
|---|---|
| Coefficient of variation (CV) | 0.49503999 |
| Kurtosis | 0.083283499 |
| Mean | 11.432084 |
| Median Absolute Deviation (MAD) | 4.0074998 |
| Skewness | 0.52703577 |
| Sum | 600047.24 |
| Variance | 32.028116 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 86 | 0.2% |
| 9 | 64 | 0.1% |
| 7 | 58 | 0.1% |
| 8.5 | 54 | 0.1% |
| 7.099999905 | 53 | 0.1% |
| 7.699999809 | 52 | 0.1% |
| 6.400000095 | 50 | 0.1% |
| 6.800000191 | 50 | 0.1% |
| 10.80000019 | 49 | 0.1% |
| 7.800000191 | 49 | 0.1% |
| Other values (32343) | 51923 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| -0.412499994 | 1 | < 0.1% |
| -0.400000006 | 2 | |
| -0.3725000024 | 1 | < 0.1% |
| -0.3300000131 | 2 | |
| -0.2899999917 | 1 | < 0.1% |
| -0.2100000083 | 1 | < 0.1% |
| -0.200000003 | 1 | < 0.1% |
| -0.1975000054 | 4 | |
| -0.1925000101 | 1 | < 0.1% |
| -0.1916666627 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 36.2599987 | 1 | |
| 36.24999886 | 1 | |
| 36.04999924 | 1 | |
| 36.04499931 | 1 | |
| 36.01999969 | 1 | |
| 36.01249981 | 1 | |
| 36.00749989 | 1 | |
| 35.97250042 | 1 | |
| 35.96052632 | 1 | |
| 35.90000134 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
| Distinct | 36237 |
|---|---|
| Distinct (%) | 69.0% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.444896 |
| Minimum | 14.36 |
|---|---|
| Maximum | 76.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 14.36 |
|---|---|
| 5-th percentile | 45.470875 |
| Q1 | 64.0075 |
| median | 70.55875 |
| Q3 | 72.214999 |
| 95-th percentile | 73.845001 |
| Maximum | 76.75 |
| Range | 62.39 |
| Interquartile range (IQR) | 8.2074988 |
Descriptive statistics
| Standard deviation | 9.2229028 |
|---|---|
| Coefficient of variation (CV) | 0.13880528 |
| Kurtosis | 3.9511621 |
| Mean | 66.444896 |
| Median Absolute Deviation (MAD) | 2.5312496 |
| Skewness | -1.9706649 |
| Sum | 3487559.7 |
| Variance | 85.061935 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.37750015 | 11 | < 0.1% |
| 30.70000076 | 11 | < 0.1% |
| 73.75 | 10 | < 0.1% |
| 72.375 | 10 | < 0.1% |
| 72.55249977 | 10 | < 0.1% |
| 70.425 | 10 | < 0.1% |
| 73.70249977 | 10 | < 0.1% |
| 71.52500038 | 10 | < 0.1% |
| 71.34249992 | 10 | < 0.1% |
| 70.75 | 10 | < 0.1% |
| Other values (36227) | 52386 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 14.35999966 | 1 | |
| 14.38499928 | 1 | |
| 14.59749985 | 1 | |
| 14.6050005 | 1 | |
| 14.61750031 | 2 | |
| 14.61999989 | 1 | |
| 14.64249992 | 1 | |
| 14.69999981 | 2 | |
| 14.76249981 | 1 | |
| 14.77499962 | 1 |
| Value | Count | Frequency (%) |
| 76.74999962 | 1 | |
| 76.41250076 | 1 | |
| 76.30499954 | 1 | |
| 76.12000275 | 1 | |
| 76.08611043 | 1 | |
| 76.06750031 | 1 | |
| 76.06749992 | 1 | |
| 76.05750275 | 1 | |
| 76.05000305 | 1 | |
| 76.04999962 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
| Distinct | 52486 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 71 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.313922 |
| Minimum | 2.9261531 |
|---|---|
| Maximum | 203.70564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 2.9261531 |
|---|---|
| 5-th percentile | 4.9506304 |
| Q1 | 29.752068 |
| median | 45.771202 |
| Q3 | 63.04923 |
| 95-th percentile | 99.16987 |
| Maximum | 203.70564 |
| Range | 200.77948 |
| Interquartile range (IQR) | 33.297162 |
Descriptive statistics
| Standard deviation | 27.529654 |
|---|---|
| Coefficient of variation (CV) | 0.5698079 |
| Kurtosis | 1.1680875 |
| Mean | 48.313922 |
| Median Absolute Deviation (MAD) | 16.587552 |
| Skewness | 0.8049444 |
| Sum | 2535949.4 |
| Variance | 757.88187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36.44300218 | 2 | < 0.1% |
| 52.13734818 | 2 | < 0.1% |
| 95.05598364 | 2 | < 0.1% |
| 38.23603821 | 1 | < 0.1% |
| 20.06645989 | 1 | < 0.1% |
| 42.22742648 | 1 | < 0.1% |
| 26.10062661 | 1 | < 0.1% |
| 44.7460535 | 1 | < 0.1% |
| 19.62275081 | 1 | < 0.1% |
| 23.94779983 | 1 | < 0.1% |
| Other values (52476) | 52476 | |
| (Missing) | 71 | 0.1% |
| Value | Count | Frequency (%) |
| 2.926153075 | 1 | |
| 3.105866456 | 1 | |
| 3.15919385 | 1 | |
| 3.171262705 | 1 | |
| 3.199778843 | 1 | |
| 3.211501519 | 1 | |
| 3.211538941 | 1 | |
| 3.214562161 | 1 | |
| 3.224702352 | 1 | |
| 3.234806532 | 1 |
| Value | Count | Frequency (%) |
| 203.7056376 | 1 | |
| 199.1851276 | 1 | |
| 197.0186319 | 1 | |
| 195.4129723 | 1 | |
| 192.8822763 | 1 | |
| 190.6154131 | 1 | |
| 189.0354912 | 1 | |
| 188.0130789 | 1 | |
| 187.4152636 | 1 | |
| 183.8962725 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 52331 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 72 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3542588 |
| Minimum | 0.16530025 |
|---|---|
| Maximum | 23.731781 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.16530025 |
|---|---|
| 5-th percentile | 2.2869999 |
| Q1 | 4.4392426 |
| median | 6.1429734 |
| Q3 | 7.9773897 |
| 95-th percentile | 11.074279 |
| Maximum | 23.731781 |
| Range | 23.566481 |
| Interquartile range (IQR) | 3.5381471 |
Descriptive statistics
| Standard deviation | 2.7596665 |
|---|---|
| Coefficient of variation (CV) | 0.43430187 |
| Kurtosis | 0.99588675 |
| Mean | 6.3542588 |
| Median Absolute Deviation (MAD) | 1.7697075 |
| Skewness | 0.6691846 |
| Sum | 333522.34 |
| Variance | 7.6157592 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.94364512 | 2 | < 0.1% |
| 8.196148801 | 2 | < 0.1% |
| 5.444833541 | 2 | < 0.1% |
| 5.734018826 | 2 | < 0.1% |
| 5.638867378 | 2 | < 0.1% |
| 7.821241999 | 2 | < 0.1% |
| 7.299264526 | 2 | < 0.1% |
| 6.230064487 | 2 | < 0.1% |
| 6.932933521 | 2 | < 0.1% |
| 6.007128882 | 2 | < 0.1% |
| Other values (52321) | 52468 | |
| (Missing) | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 0.1653002519 | 1 | |
| 0.1960690167 | 1 | |
| 0.2025377585 | 1 | |
| 0.2062502448 | 1 | |
| 0.2197503129 | 1 | |
| 0.2349475175 | 1 | |
| 0.2450813949 | 1 | |
| 0.2594064355 | 1 | |
| 0.2863314956 | 1 | |
| 0.2902876278 | 1 |
| Value | Count | Frequency (%) |
| 23.7317811 | 1 | |
| 21.99397895 | 1 | |
| 21.53966254 | 1 | |
| 21.00664401 | 1 | |
| 20.8478848 | 1 | |
| 20.5537915 | 1 | |
| 20.38625422 | 1 | |
| 20.29680004 | 1 | |
| 20.25041375 | 1 | |
| 20.23173985 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
| Distinct | 52476 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 71 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.79044 |
| Minimum | 2.5152512 |
|---|---|
| Maximum | 283.51459 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 2.5152512 |
|---|---|
| 5-th percentile | 4.9319759 |
| Q1 | 16.052702 |
| median | 24.627358 |
| Q3 | 35.645587 |
| 95-th percentile | 59.317918 |
| Maximum | 283.51459 |
| Range | 280.99934 |
| Interquartile range (IQR) | 19.592885 |
Descriptive statistics
| Standard deviation | 17.70924 |
|---|---|
| Coefficient of variation (CV) | 0.63724216 |
| Kurtosis | 6.751346 |
| Mean | 27.79044 |
| Median Absolute Deviation (MAD) | 9.5222203 |
| Skewness | 1.8506205 |
| Sum | 1458692.4 |
| Variance | 313.61718 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.153301239 | 2 | < 0.1% |
| 4.574335307 | 2 | < 0.1% |
| 4.18824482 | 2 | < 0.1% |
| 35.34981704 | 2 | < 0.1% |
| 49.38143997 | 2 | < 0.1% |
| 27.83149381 | 2 | < 0.1% |
| 32.79262924 | 2 | < 0.1% |
| 18.74854469 | 2 | < 0.1% |
| 13.03123093 | 2 | < 0.1% |
| 32.12993622 | 2 | < 0.1% |
| Other values (52466) | 52469 | |
| (Missing) | 71 | 0.1% |
| Value | Count | Frequency (%) |
| 2.51525116 | 1 | |
| 2.706247652 | 1 | |
| 2.748020781 | 1 | |
| 2.761294208 | 1 | |
| 3.039628166 | 1 | |
| 3.088215674 | 1 | |
| 3.106091052 | 1 | |
| 3.127113289 | 1 | |
| 3.138592747 | 1 | |
| 3.149679184 | 1 |
| Value | Count | Frequency (%) |
| 283.5145942 | 1 | |
| 211.4814241 | 1 | |
| 188.9028709 | 1 | |
| 167.2321525 | 1 | |
| 164.7617163 | 1 | |
| 163.3057091 | 1 | |
| 160.3060441 | 1 | |
| 158.544274 | 1 | |
| 157.1001965 | 1 | |
| 156.9820875 | 1 |
Metal particle count counter
Real number (ℝ)
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 71 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 496.505 |
| Minimum | 482 |
|---|---|
| Maximum | 506 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 482 |
|---|---|
| 5-th percentile | 485 |
| Q1 | 492 |
| median | 497 |
| Q3 | 503 |
| 95-th percentile | 506 |
| Maximum | 506 |
| Range | 24 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.1573175 |
|---|---|
| Coefficient of variation (CV) | 0.014415399 |
| Kurtosis | -1.0874955 |
| Mean | 496.505 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.37511173 |
| Sum | 26061051 |
| Variance | 51.227194 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 504 | 6426 | |
| 492 | 6020 | |
| 493 | 4810 | |
| 502 | 3973 | 7.6% |
| 505 | 3677 | 7.0% |
| 498 | 3473 | 6.6% |
| 485 | 3396 | 6.5% |
| 486 | 3275 | 6.2% |
| 497 | 3157 | 6.0% |
| 506 | 3011 | 5.7% |
| Other values (15) | 11271 |
| Value | Count | Frequency (%) |
| 482 | 952 | 1.8% |
| 483 | 1185 | 2.3% |
| 484 | 94 | 0.2% |
| 485 | 3396 | |
| 486 | 3275 | |
| 487 | 5 | < 0.1% |
| 488 | 4 | < 0.1% |
| 489 | 799 | 1.5% |
| 490 | 533 | 1.0% |
| 491 | 462 | 0.9% |
| Value | Count | Frequency (%) |
| 506 | 3011 | |
| 505 | 3677 | |
| 504 | 6426 | |
| 503 | 2687 | |
| 502 | 3973 | |
| 501 | 1454 | 2.8% |
| 500 | 54 | 0.1% |
| 499 | 1166 | 2.2% |
| 498 | 3473 | |
| 497 | 3157 |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.170 | 0.151 | -0.131 | 0.682 | 0.994 | 0.994 | -0.215 | 0.844 | 0.566 | 0.984 | 0.808 | -0.014 |
| Wind direction (°) | 0.170 | 1.000 | 0.895 | -0.056 | 0.128 | 0.168 | 0.168 | -0.040 | 0.160 | -0.101 | 0.181 | 0.036 | -0.082 |
| Nacelle position (°) | 0.151 | 0.895 | 1.000 | -0.032 | 0.105 | 0.148 | 0.148 | -0.042 | 0.139 | -0.117 | 0.161 | 0.019 | -0.086 |
| blade_angle | -0.131 | -0.056 | -0.032 | 1.000 | -0.480 | -0.143 | -0.145 | 0.137 | -0.333 | 0.061 | -0.114 | 0.032 | -0.043 |
| Rear bearing temperature (°C) | 0.682 | 0.128 | 0.105 | -0.480 | 1.000 | 0.681 | 0.678 | -0.005 | 0.887 | 0.312 | 0.668 | 0.479 | 0.056 |
| Rotor speed (RPM) | 0.994 | 0.168 | 0.148 | -0.143 | 0.681 | 1.000 | 0.999 | -0.210 | 0.845 | 0.561 | 0.978 | 0.802 | -0.011 |
| Generator RPM (RPM) | 0.994 | 0.168 | 0.148 | -0.145 | 0.678 | 0.999 | 1.000 | -0.220 | 0.844 | 0.560 | 0.978 | 0.802 | -0.013 |
| Nacelle ambient temperature (°C) | -0.215 | -0.040 | -0.042 | 0.137 | -0.005 | -0.210 | -0.220 | 1.000 | -0.153 | -0.077 | -0.196 | -0.133 | 0.148 |
| Front bearing temperature (°C) | 0.844 | 0.160 | 0.139 | -0.333 | 0.887 | 0.845 | 0.844 | -0.153 | 1.000 | 0.423 | 0.828 | 0.644 | 0.021 |
| Tower Acceleration X (mm/ss) | 0.566 | -0.101 | -0.117 | 0.061 | 0.312 | 0.561 | 0.560 | -0.077 | 0.423 | 1.000 | 0.532 | 0.835 | 0.022 |
| Wind speed (m/s) | 0.984 | 0.181 | 0.161 | -0.114 | 0.668 | 0.978 | 0.978 | -0.196 | 0.828 | 0.532 | 1.000 | 0.788 | -0.009 |
| Tower Acceleration y (mm/ss) | 0.808 | 0.036 | 0.019 | 0.032 | 0.479 | 0.802 | 0.802 | -0.133 | 0.644 | 0.835 | 0.788 | 1.000 | -0.003 |
| Metal particle count counter | -0.014 | -0.082 | -0.086 | -0.043 | 0.056 | -0.011 | -0.013 | 0.148 | 0.021 | 0.022 | -0.009 | -0.003 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-01-01 00:00:00 | 376.141663 | 282.494476 | 292.193634 | 0.000000 | 70.364998 | 10.615803 | 1261.921387 | 8.645000 | 70.864998 | 38.236038 | 5.800528 | 19.262169 | 482.0 |
| 1 | 2019-01-01 00:10:00 | 348.686066 | 290.551697 | 292.193634 | 0.000000 | 69.224998 | 10.253563 | 1220.059692 | 8.645000 | 69.677498 | 43.640491 | 5.487045 | 18.294140 | 482.0 |
| 2 | 2019-01-01 00:20:00 | 463.150360 | 288.191071 | 292.193634 | 0.000000 | 71.754997 | 11.275851 | 1338.963257 | 8.660001 | 71.762497 | 48.023331 | 5.761788 | 18.789383 | 482.0 |
| 3 | 2019-01-01 00:30:00 | 512.391785 | 290.157379 | 292.193634 | 0.000000 | 72.597496 | 11.638766 | 1381.949097 | 8.730000 | 72.714996 | 43.238037 | 6.337746 | 20.295347 | 482.0 |
| 4 | 2019-01-01 00:40:00 | 384.612122 | 304.097015 | 292.193634 | 0.000000 | 67.754997 | 10.678109 | 1270.109009 | 8.567500 | 68.137497 | 32.970379 | 5.576516 | 15.820447 | 482.0 |
| 5 | 2019-01-01 00:50:00 | 201.260590 | 312.497528 | 306.108734 | 0.000000 | 66.075005 | 8.916633 | 1060.957520 | 8.600000 | 66.312500 | 43.194141 | 4.622868 | 17.659321 | 482.0 |
| 6 | 2019-01-01 01:00:00 | 174.496964 | 312.609528 | 313.047363 | 0.073499 | 65.877502 | 8.746228 | 1041.261841 | 8.595000 | 65.652504 | 51.380825 | 4.512903 | 22.204218 | 482.0 |
| 7 | 2019-01-01 01:10:00 | 203.102905 | 303.017212 | 313.047363 | 0.000000 | 65.974998 | 8.935993 | 1062.210449 | 8.600000 | 65.537498 | 52.938438 | 4.949122 | 21.794411 | 482.0 |
| 8 | 2019-01-01 01:20:00 | 213.073578 | 298.985535 | 313.047363 | 0.001500 | 66.215004 | 9.087360 | 1081.383789 | 8.532500 | 65.787498 | 41.917397 | 4.967703 | 17.318666 | 482.0 |
| 9 | 2019-01-01 01:30:00 | 159.261368 | 290.418915 | 311.642639 | 0.073998 | 65.372498 | 8.493018 | 1010.706421 | 8.492500 | 64.964996 | 47.922070 | 4.475036 | 19.388697 | 482.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52550 | 2019-12-31 22:20:00 | 175.754595 | 105.480339 | 125.363007 | 0.098498 | 65.829999 | 8.711856 | 1036.073902 | 6.8500 | 65.375000 | 59.243281 | 4.570336 | 28.186711 | 506.0 |
| 52551 | 2019-12-31 22:30:00 | 190.741481 | 99.586301 | 125.363007 | 0.000000 | 65.745000 | 8.787540 | 1044.813103 | 6.7975 | 65.262500 | 56.953204 | 4.532264 | 28.248822 | 506.0 |
| 52552 | 2019-12-31 22:40:00 | 134.587083 | 90.608833 | 104.507943 | 0.147498 | 64.615000 | 8.290898 | 986.807968 | 6.7250 | 63.932500 | 67.576169 | 4.089585 | 31.775141 | 506.0 |
| 52553 | 2019-12-31 22:50:00 | 192.862779 | 89.728070 | 101.216759 | 0.024500 | 65.097501 | 8.824845 | 1050.477098 | 6.6150 | 64.244999 | 57.872148 | 4.569927 | 28.366423 | 506.0 |
| 52554 | 2019-12-31 23:00:00 | 172.325521 | 94.381436 | 101.216759 | 0.000000 | 65.132499 | 8.610653 | 1023.141895 | 6.5300 | 64.539999 | 80.162281 | 4.182584 | 30.066501 | 506.0 |
| 52555 | 2019-12-31 23:10:00 | 180.619861 | 92.194368 | 101.216759 | 0.000000 | 65.314999 | 8.681979 | 1033.892252 | 6.2675 | 64.687500 | 71.838514 | 4.461095 | 21.168742 | 506.0 |
| 52556 | 2019-12-31 23:20:00 | 192.810584 | 92.082155 | 101.216759 | 0.000000 | 65.740001 | 8.788847 | 1046.237829 | 6.1100 | 65.337501 | 68.840223 | 4.485041 | 21.273681 | 506.0 |
| 52557 | 2019-12-31 23:30:00 | 259.139959 | 96.061557 | 101.216759 | 0.000000 | 66.302500 | 9.486780 | 1128.002787 | 6.1600 | 65.992500 | 64.640548 | 4.735523 | 21.640125 | 506.0 |
| 52558 | 2019-12-31 23:40:00 | 306.731685 | 103.571461 | 101.216759 | 0.000000 | 67.385001 | 9.981317 | 1186.909533 | 6.2575 | 67.350002 | 54.706746 | 5.103581 | 23.263102 | 506.0 |
| 52559 | 2019-12-31 23:50:00 | 293.376791 | 108.657192 | 101.216759 | 0.000000 | 67.317500 | 9.829126 | 1169.576048 | 6.3675 | 67.440001 | 44.619639 | 4.814024 | 19.112631 | 506.0 |